UltraChat

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UltraChat is an open-source dataset for multi-round dialogue, providing large-scale, informative, and diverse chat data. It facilitates the construction of powerful language models with general conversational capabilities.

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At a glance

Pricing

Open Source

Free tier

Yes

API

Skill level

Technical

About

What is UltraChat?

UltraChat is a comprehensive open-source project focused on creating large-scale, informative, and diverse multi-round dialogue data. Powered by Turbo APIs, it aims to facilitate the development of powerful language models with advanced conversational capabilities. The dataset is structured into three main sectors: 'Questions about the World' for inquiries related to real-world concepts, 'Writing and Creation' for tasks involving creative writing and content generation, and 'Assistance on Existent Materials' for tasks like rewriting, summarization, and inference based on existing texts. UltraChat emphasizes automatic data generation, ensuring no direct use of internet data as prompts to safeguard privacy. It also includes UltraLM, a series of chat language models trained on UltraChat, with versions like UltraLM-13B and UltraLM-65B available.

Best used for

Ideal for researchers and developers who need to train and fine-tune large language models for conversational AI, generate diverse multi-round dialogue data, and evaluate the performance of LLMs. Especially valuable for academic institutions and open-source projects focused on advancing natural language processing capabilities.

Common actions

train language models

generate dialogue data

evaluate LLMs

develop conversational AI

automated workflowlow-code/no-codeopen-sourceworkflowsgithub copilotdeepfakeface swappingcollaboration"AI Agents"

Capabilities

Key features

Large-scale dialogue data
Multi-round conversations
Diverse topic sectors
Pre-trained UltraLM models
Training scripts provided
Automatic data generation

Target Audience

professor

Integrations

Not yet documented

Pricing & Plans

Open Source

Free

FAQs

What kind of data is included in UltraChat?

UltraChat includes large-scale, multi-round dialogue data categorized into 'Questions about the World,' 'Writing and Creation,' and 'Assistance on Existent Materials.' These sectors cover a wide range of topics, from general knowledge inquiries to creative writing tasks and text-based assistance like summarization.

How can I use the UltraLM models?

You can download the UltraLM models from their Huggingface repositories. To reconstruct UltraLM, you'll need to download LLaMA-13B and UltraChat's Delta weights, then run a provided recovery script. Training scripts are also available for fine-tuning models like LLaMa and GPT-J on the UltraChat dataset.

Is UltraChat suitable for commercial use?

The UltraChat dataset is distributed under the MIT license, which generally permits both commercial and non-commercial use. However, the creators state the dataset is 'intended solely for research and educational purposes,' so users should review the license and any disclaimers carefully for their specific use case.

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Research & Education › Academic Research Data & Analytics › Data Labeling & Annotation Coding & Development › Open Source & Models

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